most citedC-SURE: Shrinkage Estimator and Prototype Classifier for Complex-Valued Deep Learning

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cs.LG2024

Back to Bayesics: Uncovering Human Mobility Distributions and Anomalies with an Integrated Statistical and Neural Framework

Minxuan Duan, Yinlong Qian, Lingyi Zhao +4

Existing methods for anomaly detection often fall short due to their inability to handle the complexity, heterogeneity, and high dimensionality inherent in real-world mobility data…

cs.LG2020★ 1 cited

C-SURE: Shrinkage Estimator and Prototype Classifier for Complex-Valued Deep Learning

Yifei Xing, Rudrasis Chakraborty, Minxuan Duan +1

The James-Stein (JS) shrinkage estimator is a biased estimator that captures the mean of Gaussian random vectors.While it has a desirable statistical property of dominance over the…